{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:F2L7UMMLOHNNB3X5PDTROVPZNG","short_pith_number":"pith:F2L7UMML","canonical_record":{"source":{"id":"2410.19548","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-10-25T13:20:40Z","cross_cats_sorted":[],"title_canon_sha256":"9ac732c47d9af1bc1f258441c4533b35cfeb7eb7977918d0ac56613cc37e8a38","abstract_canon_sha256":"80fc2ccb3c815c174d023b0c5ffbde2094032ab6e25e9761a94dfb5ab0347821"},"schema_version":"1.0"},"canonical_sha256":"2e97fa318b71dad0eefd78e71755f9699dce841a21010873bac2b354e7f000a8","source":{"kind":"arxiv","id":"2410.19548","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.19548","created_at":"2026-07-05T09:30:23Z"},{"alias_kind":"arxiv_version","alias_value":"2410.19548v3","created_at":"2026-07-05T09:30:23Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.19548","created_at":"2026-07-05T09:30:23Z"},{"alias_kind":"pith_short_12","alias_value":"F2L7UMMLOHNN","created_at":"2026-07-05T09:30:23Z"},{"alias_kind":"pith_short_16","alias_value":"F2L7UMMLOHNNB3X5","created_at":"2026-07-05T09:30:23Z"},{"alias_kind":"pith_short_8","alias_value":"F2L7UMML","created_at":"2026-07-05T09:30:23Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:F2L7UMMLOHNNB3X5PDTROVPZNG","target":"record","payload":{"canonical_record":{"source":{"id":"2410.19548","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-10-25T13:20:40Z","cross_cats_sorted":[],"title_canon_sha256":"9ac732c47d9af1bc1f258441c4533b35cfeb7eb7977918d0ac56613cc37e8a38","abstract_canon_sha256":"80fc2ccb3c815c174d023b0c5ffbde2094032ab6e25e9761a94dfb5ab0347821"},"schema_version":"1.0"},"canonical_sha256":"2e97fa318b71dad0eefd78e71755f9699dce841a21010873bac2b354e7f000a8","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:30:23.367473Z","signature_b64":"Tk1gv1nKtvSugUjkvpPB/FoXTAn7msxyqNexksrUD3Wi0sBNYcPMgJwejLDfR/mSpKsVOEcRkT2kR//7pc/xDQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"2e97fa318b71dad0eefd78e71755f9699dce841a21010873bac2b354e7f000a8","last_reissued_at":"2026-07-05T09:30:23.366971Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:30:23.366971Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2410.19548","source_version":3,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:30:23Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"uapXq1GBe20eY3fAsala/G48qg23e8CGqlenRwauKWM/3Ge63Omk8p47K8226vTgEE4kJhiiDHJe9nT8PzVACw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-05T21:14:34.477809Z"},"content_sha256":"fc7a70dfb4200390b67c72841c90b4c852c227fb50521f611f82e70dd33df355","schema_version":"1.0","event_id":"sha256:fc7a70dfb4200390b67c72841c90b4c852c227fb50521f611f82e70dd33df355"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:F2L7UMMLOHNNB3X5PDTROVPZNG","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Privacy-Preserving Federated Learning via Dataset Distillation","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.LG","authors_text":"Fengyuan Xu, Hao Wu, Sheng Zhong, ShiMao Xu, Shucheng Li, Xiaopeng Ke, Xing Su","submitted_at":"2024-10-25T13:20:40Z","abstract_excerpt":"Federated Learning (FL) allows users to share knowledge instead of raw data to train a model with high accuracy. Unfortunately, during the training, users lose control over the knowledge shared, which causes serious data privacy issues. We hold that users are only willing and need to share the essential knowledge to the training task to obtain the FL model with high accuracy. However, existing efforts cannot help users minimize the shared knowledge according to the user intention in the FL training procedure. This work proposes FLiP, which aims to bring the principle of least privilege (PoLP) "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.19548","kind":"arxiv","version":3},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2410.19548/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:30:23Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"CbvXysiQwtdtCpX1m/1cXukGa7Js5yjRsNog0BqwLQotVWiTOzQwpJWPZbJB4YEhs1S75917AhWMhEYkw2nADg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-05T21:14:34.478487Z"},"content_sha256":"97ce2f3d120b0090f7f22c904fb856198d518849cfe01476dab6cdca31672906","schema_version":"1.0","event_id":"sha256:97ce2f3d120b0090f7f22c904fb856198d518849cfe01476dab6cdca31672906"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/F2L7UMMLOHNNB3X5PDTROVPZNG/bundle.json","state_url":"https://pith.science/pith/F2L7UMMLOHNNB3X5PDTROVPZNG/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/F2L7UMMLOHNNB3X5PDTROVPZNG/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-05T21:14:34Z","links":{"resolver":"https://pith.science/pith/F2L7UMMLOHNNB3X5PDTROVPZNG","bundle":"https://pith.science/pith/F2L7UMMLOHNNB3X5PDTROVPZNG/bundle.json","state":"https://pith.science/pith/F2L7UMMLOHNNB3X5PDTROVPZNG/state.json","well_known_bundle":"https://pith.science/.well-known/pith/F2L7UMMLOHNNB3X5PDTROVPZNG/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:F2L7UMMLOHNNB3X5PDTROVPZNG","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"80fc2ccb3c815c174d023b0c5ffbde2094032ab6e25e9761a94dfb5ab0347821","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-10-25T13:20:40Z","title_canon_sha256":"9ac732c47d9af1bc1f258441c4533b35cfeb7eb7977918d0ac56613cc37e8a38"},"schema_version":"1.0","source":{"id":"2410.19548","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.19548","created_at":"2026-07-05T09:30:23Z"},{"alias_kind":"arxiv_version","alias_value":"2410.19548v3","created_at":"2026-07-05T09:30:23Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.19548","created_at":"2026-07-05T09:30:23Z"},{"alias_kind":"pith_short_12","alias_value":"F2L7UMMLOHNN","created_at":"2026-07-05T09:30:23Z"},{"alias_kind":"pith_short_16","alias_value":"F2L7UMMLOHNNB3X5","created_at":"2026-07-05T09:30:23Z"},{"alias_kind":"pith_short_8","alias_value":"F2L7UMML","created_at":"2026-07-05T09:30:23Z"}],"graph_snapshots":[{"event_id":"sha256:97ce2f3d120b0090f7f22c904fb856198d518849cfe01476dab6cdca31672906","target":"graph","created_at":"2026-07-05T09:30:23Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2410.19548/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Federated Learning (FL) allows users to share knowledge instead of raw data to train a model with high accuracy. Unfortunately, during the training, users lose control over the knowledge shared, which causes serious data privacy issues. We hold that users are only willing and need to share the essential knowledge to the training task to obtain the FL model with high accuracy. However, existing efforts cannot help users minimize the shared knowledge according to the user intention in the FL training procedure. This work proposes FLiP, which aims to bring the principle of least privilege (PoLP) ","authors_text":"Fengyuan Xu, Hao Wu, Sheng Zhong, ShiMao Xu, Shucheng Li, Xiaopeng Ke, Xing Su","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-10-25T13:20:40Z","title":"Privacy-Preserving Federated Learning via Dataset Distillation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.19548","kind":"arxiv","version":3},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:fc7a70dfb4200390b67c72841c90b4c852c227fb50521f611f82e70dd33df355","target":"record","created_at":"2026-07-05T09:30:23Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"80fc2ccb3c815c174d023b0c5ffbde2094032ab6e25e9761a94dfb5ab0347821","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-10-25T13:20:40Z","title_canon_sha256":"9ac732c47d9af1bc1f258441c4533b35cfeb7eb7977918d0ac56613cc37e8a38"},"schema_version":"1.0","source":{"id":"2410.19548","kind":"arxiv","version":3}},"canonical_sha256":"2e97fa318b71dad0eefd78e71755f9699dce841a21010873bac2b354e7f000a8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2e97fa318b71dad0eefd78e71755f9699dce841a21010873bac2b354e7f000a8","first_computed_at":"2026-07-05T09:30:23.366971Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:30:23.366971Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Tk1gv1nKtvSugUjkvpPB/FoXTAn7msxyqNexksrUD3Wi0sBNYcPMgJwejLDfR/mSpKsVOEcRkT2kR//7pc/xDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T09:30:23.367473Z","signed_message":"canonical_sha256_bytes"},"source_id":"2410.19548","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:fc7a70dfb4200390b67c72841c90b4c852c227fb50521f611f82e70dd33df355","sha256:97ce2f3d120b0090f7f22c904fb856198d518849cfe01476dab6cdca31672906"],"state_sha256":"32a995e629ab708c94ec0fb53ba3f3b50023a0fd6bcac2dec41482daa5379c50"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"whYG96r1XZGnZZBV+3S1IGk0jWBmB8U9W7Mga8ZEKlBYgChqgIy4fPsgwBdFikxtr6UM+j2IJLLxYyU51ERqBQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-05T21:14:34.483681Z","bundle_sha256":"1434fe5659e0de877b59b85c60721a39397421a0054f8fcae8e06e49b7f59c89"}}